At present, trimodal sequencing techniques are still immature. Most of the existing datasets are unimodal or bimodal with various modality combinations. MIDAS is designed to integrate these diverse multimodal datasets, that is, mosaic datasets. To evaluate the performance of MIDAS on mosaic integration,...
Bimodal single-cell data typically include transcriptomic profiles combined with either cell surface protein data, as in CITE-seq and REAP-seq19,20, or chromatin accessibility data, as in sci-CAR, SNARE-seq, and SHARE-seq21,22,23; common trimodal single-cell data are obtained by the ...
The accuracy of our method was better than that of existing classification methods based on multi-modality images, and the accuracy rate for the classification of pMCI and sMCI reached 94.37%. Our study demonstrated that compared with unimodal and bimodal data, the method based on trimodal data ...
The main conclusions are drawn in this paper as following: (1) In terms of task performance, there was no significant difference in the effect of different multimodal warning types on driving tasks, but compared with unimodal warning types, both bimodal warning types and trimodal warning type ...
complex design, and runtimes received equal weights of 0.5; TPR and FDR were weighted according to the frequencies of modalities in scRNA-seq data reported by Korthauer et al.33: ~75% unimodal, ~5% trimodal, and ~25% bimodal, giving weights of 0.75 for DE, 0.125 for DP and DM, and ...
Both broad unimodal and widely separated bimodal or trimodal distributions (蟽>0.6 decade) were recovered as bimodal distributions of similar forms, so that detection of modality was difficult. The recoveries by both techniques were comparable in most cases studied, except that parametric estimation ...
However, the performance index of the TBJE model on the task of bimodal sentiment analysis is generally better than the experimental results of its three-modality version. This is because TBJE mainly uses the transformer network to directionally encode information from one modal to another modal, ...